SpecialistUnified observability, security and incident response for cloud-scale engineering teams
SpecialistUnified observability, security and incident response for cloud-scale engineering teams
Censius records 0 monthly visits with -100% month-over-month growth and Free Trial, Paid pricing. Middleware records 35,967 monthly visits with -12.3% growth and Freemium, Contact for Pricing pricing.

AI observability platform for monitoring, explaining, and debugging production ML models
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | censius.ai | middleware.io |
| Pricing Model | Free Trial, Paid | Freemium, Contact for Pricing |
| Monthly Visits | 0 (0) | 35.97K (35,967) |
| MoM Traffic Delta | -1.14K (-100%) | -5.05K (-12.3%) |
| Primary Market & Share | 🌐 Global (—) | 🇮🇳 India (27.3%) |
| Direct Visits / mo | 0 | 8.88K |
| User Rating | 4.2 | 4.3 |
| Supported Platforms | Website | Website |

AI observability platform for monitoring, explaining, and debugging production ML models
Configure performance, data quality, and drift monitors across unlimited models and model versions, with instant alerts whenever a violation is detected.
Zoom into a flagged violation and follow a guided roadmap to locate the underlying cause, moving from a symptom to a diagnosis without manual debugging.
Build fully customizable dashboards that combine monitoring and RCA insights so teams can plan the next model version with evidence.
Understand and communicate model decisions with explainability features designed for both technical teams and business stakeholders.
Full-stack observability with an AI SRE agent that fixes issues
An AI agent that detects, investigates, and helps auto-fix production issues across infrastructure, APM and RUM signals.
Monitor servers, containers, serverless workloads and cloud services across AWS, Azure, GCP and Kubernetes from one place.
Correlate and query high-volume logs assisted by AI so debugging does not rely on manual grep-style detective work.
Track application performance, trace slow requests, and inspect database and endpoint behaviour end to end.
SpecialistUnified observability, security and incident response for cloud-scale engineering teams
SpecialistUnified observability, security and incident response for cloud-scale engineering teams

Free / Open-sourceAgent observability, evaluation, and continuous improvement for production AI
Free / Open-sourceAgent observability, evaluation, and continuous improvement for production AI

Free / Open-sourceBuild, simulate, evaluate and monitor self-improving AI agents
Free / Open-sourceBuild, simulate, evaluate and monitor self-improving AI agents

Free / Open-sourceEvaluate, monitor, and govern your AI applications in production
Free / Open-sourceEvaluate, monitor, and govern your AI applications in production

SpecialistThe collaboration layer for AI engineering teams
SpecialistThe collaboration layer for AI engineering teams

Standardize LLM evaluation, observability, and red teaming across your whole org
Standardize LLM evaluation, observability, and red teaming across your whole org
AI governance, testing, and observability for regulated enterprises
AI governance, testing, and observability for regulated enterprises

SpecialistThe control plane for trusted enterprise agents and models
SpecialistThe control plane for trusted enterprise agents and models

Find and fix problems in your AI agents before users do
Find and fix problems in your AI agents before users do

SpecialistData observability that catches silent data quality issues before they spread
SpecialistData observability that catches silent data quality issues before they spread

Observe, evaluate and monitor AI agents in production
Observe, evaluate and monitor AI agents in production

Enterprise AI governance platform that turns policy into proof across the model lifecycle
Enterprise AI governance platform that turns policy into proof across the model lifecycle